Projects

• Artificial Intelligence Tools for Advanced Manufacturing Processes
• AI solutions to Boost Operational Efficiency in Networked Critical Infrastructure Systems
• AI with Concepts: Leveraging Domain Concepts for Explainable and Revisable AI
• Artificial Judgement Assistance from TeXT
• Automated Red Teaming for Cyber Physical Systems
• ARES: Assurance of Reasoning Enabled Systems
• Causal Reasoning to Predict Viral Pathogenicity
• Deep Data Profiler: A Platform and Methodology for the Analysis and Interpretation of Neural Networks
• Deep Learning Control with Embedded Physical Structure
• Discovery via Quantum Neural Networks
• Domain Expert Derived Confidence Scores and Explanations to Support Power Grid Operator use of an ML Classifier
• Giant Isopod Deep Learning to Advance Pure Mathematics
• Graph-Based Machine Intelligence to Automate Molecular Design
• Human Factors Assessment Methodology for Machine Learning with Power Operators
• Hybrid Neural Network and Transfer Learning Model for Optimized ICP-MS/MS Operation
• Interpretability of Model Driven Deception for High-Consequence Cyber-Physical System Security
• Inverse Reinforcement Learning for Early Nuclear Proliferation Detection
• Mega AI
• Predicting Critical Transitions in Multiscale Data
• Predictive Adaptive Control of the IVER2 Autonomous Underwater Vehicle
• Probabilistic Model Discovery with Uncertainty Quantification 
• Pure Math for Machine Learning
• Retrieval Augmented Generation for Robust Cyber Defense
• Sequential Decision Making for Mesh Refinement and Model Selection in Multiscale, Multi-physics Applications
• Structures via Reasoning: Applying AI to Cryo-EM to Reveal Structural Variability 
• Threat Mitigation in Autonomous Multi-Agent Navigation and Communication Settings
• Unifying Combinatorial and Graphical Methods in Artificial Intelligence (AI)